Reinforcement Learning (RL)

Reinforcement Learning (RL) involves training an agent to take actions in an environment to maximize a cumulative reward signal. The agent interacts with the environment and learns by receiving feedback in the form of rewards or punishments for its actions. The goal of reinforcement learning is to find the optimal policy or decision-making strategy that maximizes the long-term reward.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1351–1400 of 15113 papers

Title	Date	Tasks	Status	Hype
Stackelberg Actor-Critic: Game-Theoretic Reinforcement Learning Algorithms	Sep 25, 2021	OpenAI Gymreinforcement-learning	CodeCode Available	1
NICE: Robust Scheduling through Reinforcement Learning-Guided Integer Programming	Sep 24, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Pythia: A Customizable Hardware Prefetching Framework Using Online Reinforcement Learning	Sep 24, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Enhancing Navigational Safety in Crowded Environments using Semantic-Deep-Reinforcement-Learning-based Navigation	Sep 23, 2021	Deep Reinforcement LearningNavigate	CodeCode Available	1
The Role of Tactile Sensing in Learning and Deploying Grasp Refinement Algorithms	Sep 23, 2021	Reinforcement Learning (RL)Robotic Grasping	CodeCode Available	1
Trust Region Policy Optimisation in Multi-Agent Reinforcement Learning	Sep 23, 2021	LEMMAMuJoCo	CodeCode Available	1
ENERO: Efficient Real-Time WAN Routing Optimization with Deep Reinforcement Learning	Sep 22, 2021	Deep Reinforcement LearningGraph Neural Network	CodeCode Available	1
A Reinforcement Learning Benchmark for Autonomous Driving in Intersection Scenarios	Sep 22, 2021	Autonomous Drivingreinforcement-learning	CodeCode Available	1
A Workflow for Offline Model-Free Robotic Reinforcement Learning	Sep 22, 2021	Offline RLreinforcement-learning	CodeCode Available	1
AutoPhoto: Aesthetic Photo Capture using Reinforcement Learning	Sep 21, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Deep Policies for Online Bipartite Matching: A Reinforcement Learning Approach	Sep 21, 2021	Decision Makingreinforcement-learning	CodeCode Available	1
Learning to Navigate Intersections with Unsupervised Driver Trait Inference	Sep 14, 2021	Autonomous NavigationAutonomous Vehicles	CodeCode Available	1
Gradient Imitation Reinforcement Learning for Low Resource Relation Extraction	Sep 14, 2021	Meta-LearningPseudo Label	CodeCode Available	1
Reinforcement Learning with Evolutionary Trajectory Generator: A General Approach for Quadrupedal Locomotion	Sep 14, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
safe-control-gym: a Unified Benchmark Suite for Safe Learning-based Control and Reinforcement Learning in Robotics	Sep 13, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Learning Selective Communication for Multi-Agent Path Finding	Sep 12, 2021	Decision MakingDeep Reinforcement Learning	CodeCode Available	1
TimeTraveler: Reinforcement Learning for Temporal Knowledge Graph Forecasting	Sep 9, 2021	Link Predictionreinforcement-learning	CodeCode Available	1
PowerGym: A Reinforcement Learning Environment for Volt-Var Control in Power Distribution Systems	Sep 8, 2021	OpenAI Gymreinforcement-learning	CodeCode Available	1
Optimizing Quantum Variational Circuits with Deep Reinforcement Learning	Sep 7, 2021	BIG-bench Machine LearningDeep Reinforcement Learning	CodeCode Available	1
WarpDrive: Extremely Fast End-to-End Deep Multi-Agent Reinforcement Learning on a GPU	Aug 31, 2021	CPUDecision Making	CodeCode Available	1
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization	Aug 30, 2021	Abstractive Text SummarizationReinforcement Learning (RL)	CodeCode Available	1
SurRoL: An Open-source Reinforcement Learning Centered and dVRK Compatible Platform for Surgical Robot Learning	Aug 30, 2021	Reinforcement Learning (RL)	CodeCode Available	1
Deep Reinforcement Learning at the Edge of the Statistical Precipice	Aug 30, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Reinforcement Learning-powered Semantic Communication via Semantic Similarity	Aug 27, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Active Inference for Stochastic Control	Aug 27, 2021	Reinforcement Learning (RL)	CodeCode Available	1
Reinforcement Learning based Condition-oriented Maintenance Scheduling for Flow Line Systems	Aug 27, 2021	Decision MakingDeep Reinforcement Learning	CodeCode Available	1
ReGen: Reinforcement Learning for Text and Knowledge Base Generation using Pretrained Language Models	Aug 27, 2021	Graph GenerationJoint Entity and Relation Extraction	CodeCode Available	1
Responsive Regulation of Dynamic UAV Communication Networks Based on Deep Reinforcement Learning	Aug 25, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Robust Risk-Aware Reinforcement Learning	Aug 23, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Settling the Variance of Multi-Agent Policy Gradients	Aug 19, 2021	MuJoCoReinforcement Learning (RL)	CodeCode Available	1
End-to-End Urban Driving by Imitating a Reinforcement Learning Coach	Aug 18, 2021	Autonomous DrivingImitation Learning	CodeCode Available	1
Safe Learning in Robotics: From Learning-Based Control to Safe Reinforcement Learning	Aug 13, 2021	Decision Makingreinforcement-learning	CodeCode Available	1
Aspect Sentiment Triplet Extraction Using Reinforcement Learning	Aug 13, 2021	Aspect Sentiment Triplet Extractionreinforcement-learning	CodeCode Available	1
Continual Backprop: Stochastic Gradient Descent with Persistent Randomness	Aug 13, 2021	Continual LearningReinforcement Learning (RL)	CodeCode Available	1
Safe Deep Reinforcement Learning for Multi-Agent Systems with Continuous Action Spaces	Aug 9, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
VeRLPy: Python Library for Verification of Digital Designs with Reinforcement Learning	Aug 9, 2021	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Paint Transformer: Feed Forward Neural Painting with Stroke Prediction	Aug 9, 2021	Object DetectionPrediction	CodeCode Available	1
Building a Foundation for Data-Driven, Interpretable, and Robust Policy Design using the AI Economist	Aug 6, 2021	Reinforcement Learning (RL)	CodeCode Available	1
The AI Economist: Optimal Economic Policy Design via Two-level Deep Reinforcement Learning	Aug 5, 2021	counterfactualDeep Reinforcement Learning	CodeCode Available	1
An Encoder-Decoder Based Audio Captioning System With Transfer and Reinforcement Learning	Aug 5, 2021	Audio captioningDecoder	CodeCode Available	1
Learning Barrier Certificates: Towards Safe Reinforcement Learning with Zero Training-time Violations	Aug 4, 2021	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Scalable Multi-agent Reinforcement Learning Algorithm for Wireless Networks	Aug 1, 2021	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	1
Strategically Efficient Exploration in Competitive Multi-agent Reinforcement Learning	Jul 30, 2021	Efficient ExplorationMulti-agent Reinforcement Learning	CodeCode Available	1
Finding Failures in High-Fidelity Simulation using Adaptive Stress Testing and the Backward Algorithm	Jul 27, 2021	Autonomous VehiclesDeep Reinforcement Learning	CodeCode Available	1
Model Selection for Offline Reinforcement Learning: Practical Considerations for Healthcare Settings	Jul 23, 2021	Computational EfficiencyDecision Making	CodeCode Available	1
Accelerating Quadratic Optimization with Reinforcement Learning	Jul 22, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
MarsExplorer: Exploration of Unknown Terrains via Deep Reinforcement Learning and Procedurally Generated Environments	Jul 21, 2021	Deep Reinforcement LearningOpenAI Gym	CodeCode Available	1
Demonstration-Guided Reinforcement Learning with Learned Skills	Jul 21, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Mastering Visual Continuous Control: Improved Data-Augmented Reinforcement Learning	Jul 20, 2021	continuous-controlContinuous Control	CodeCode Available	1
A Sustainable Ecosystem through Emergent Cooperation in Multi-Agent Reinforcement Learning	Jul 19, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PPG	Mean Normalized Performance	0.76	—	Unverified
2	PPO	Mean Normalized Performance	0.58	—	Unverified